GC=F_F Report

Dataset statistics

Number of variables	19
Number of observations	2414
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	360.7 KiB
Average record size in memory	153.0 B

Variable types

DateTime	1
TimeSeries	15
Boolean	1
Numeric	2

Timeseries statistics

Number of series	15
Time series length	2414
Starting point	2010-01-26 00:00:00
Ending point	2019-08-30 00:00:00
Period	1 day, 10 hours and 50 minutes

Alerts

`repaired?` has constant value "False"	Constant
`AD` is highly overall correlated with `EMA` and 7 other fields	High correlation
`ATR` is highly overall correlated with `NATR` and 2 other fields	High correlation
`CMO` is highly overall correlated with `ROC` and 1 other fields	High correlation
`EMA` is highly overall correlated with `AD` and 6 other fields	High correlation
`KAMA` is highly overall correlated with `AD` and 6 other fields	High correlation
`MA` is highly overall correlated with `AD` and 6 other fields	High correlation
`MidPrice` is highly overall correlated with `AD` and 6 other fields	High correlation
`NATR` is highly overall correlated with `ATR` and 1 other fields	High correlation
`OBV` is highly overall correlated with `AD` and 1 other fields	High correlation
`ROC` is highly overall correlated with `CMO` and 1 other fields	High correlation
`TRANGE` is highly overall correlated with `ATR` and 1 other fields	High correlation
`TSF` is highly overall correlated with `AD` and 6 other fields	High correlation
`WILLR` is highly overall correlated with `CMO` and 1 other fields	High correlation
`WMA` is highly overall correlated with `AD` and 6 other fields	High correlation
`close` is highly overall correlated with `AD` and 6 other fields	High correlation
`close` is non stationary	Non stationary
`MA` is non stationary	Non stationary
`EMA` is non stationary	Non stationary
`KAMA` is non stationary	Non stationary
`WMA` is non stationary	Non stationary
`MidPrice` is non stationary	Non stationary
`AD` is non stationary	Non stationary
`OBV` is non stationary	Non stationary
`NATR` is non stationary	Non stationary
`ATR` is non stationary	Non stationary
`TSF` is non stationary	Non stationary
`close` is seasonal	Seasonal
`MA` is seasonal	Seasonal
`EMA` is seasonal	Seasonal
`KAMA` is seasonal	Seasonal
`WMA` is seasonal	Seasonal
`MidPrice` is seasonal	Seasonal
`AD` is seasonal	Seasonal
`OBV` is seasonal	Seasonal
`NATR` is seasonal	Seasonal
`ATR` is seasonal	Seasonal
`Date` has unique values	Unique
`EMA` has unique values	Unique
`KAMA` has unique values	Unique
`WMA` has unique values	Unique
`NATR` has unique values	Unique
`ATR` has unique values	Unique
`TSF` has unique values	Unique
`BOP` has 258 (10.7%) zeros	Zeros
`WILLR` has 43 (1.8%) zeros	Zeros

Reproduction

Analysis started	2026-02-06 03:48:37.669117
Analysis finished	2026-02-06 03:49:07.502645
Duration	29.83 seconds
Software version	ydata-profiling vv4.18.1
Download configuration	config.json

Date
Date

Unique

Distinct	2414
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	37.7 KiB

Minimum	2010-01-26 00:00:00
Maximum	2019-08-30 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

close
Numeric time series

High correlation Non stationary Seasonal

Distinct	1858
Distinct (%)	77.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1343.3411
Minimum	1050.8
Maximum	1888.7
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	1050.8
5-th percentile	1118.495
Q1	1223.725
median	1290.2
Q3	1408.675
95-th percentile	1720.255
Maximum	1888.7
Range	837.8999
Interquartile range (IQR)	184.94998

Descriptive statistics

Standard deviation	179.86278
Coefficient of variation (CV)	0.13389211
Kurtosis	0.042449854
Mean	1343.3411
Median Absolute Deviation (MAD)	79.149963
Skewness	0.98210569
Sum	3242825.5
Variance	32350.618
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.2885938074

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
1273.699951	6	0.2%
1313.699951	5	0.2%
1324.699951	4	0.2%
1293.300049	4	0.2%
1316.199951	4	0.2%
1254.300049	4	0.2%
1386.800049	4	0.2%
1290.199951	4	0.2%
1294.699951	4	0.2%
1271.900024	4	0.2%
Other values (1848)	2371	98.2%

Value	Count	Frequency (%)
1050.800049	1	< 0.1%
1052.199951	1	< 0.1%
1054.199951	1	< 0.1%
1056.199951	1	< 0.1%
1060.099976	1	< 0.1%
1060.300049	1	< 0.1%
1061.699951	1	< 0.1%
1062.400024	1	< 0.1%
1062.900024	1	< 0.1%
1063.800049	1	< 0.1%

Value	Count	Frequency (%)
1888.699951	1	< 0.1%
1873.699951	1	< 0.1%
1869.900024	1	< 0.1%
1858.300049	1	< 0.1%
1856.400024	1	< 0.1%
1854.400024	1	< 0.1%
1848.900024	1	< 0.1%
1828.5	1	< 0.1%
1826.800049	1	< 0.1%
1826.699951	1	< 0.1%

ACF and PACF

repaired?
Boolean

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	21.2 KiB

False	2414

Value	Count	Frequency (%)
False	2414	100.0%

MA
Numeric time series

High correlation Non stationary Seasonal

Distinct	2387
Distinct (%)	98.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1342.5695
Minimum	1066.77
Maximum	1838.65
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	1066.77
5-th percentile	1117.591
Q1	1223.8775
median	1291.52
Q3	1399.6875
95-th percentile	1719.7605
Maximum	1838.65
Range	771.87999
Interquartile range (IQR)	175.80999

Descriptive statistics

Standard deviation	179.0966
Coefficient of variation (CV)	0.13339838
Kurtosis	0.01241222
Mean	1342.5695
Median Absolute Deviation (MAD)	79.355017
Skewness	0.98423321
Sum	3240962.8
Variance	32075.591
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.4671997006

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
1067.420007	2	0.1%
1070.920007	2	0.1%
1279.000012	2	0.1%
1255.96001	2	0.1%
1607.83999	2	0.1%
1285.6	2	0.1%
1138.22002	2	0.1%
1236.859998	2	0.1%
1398.349988	2	0.1%
1304.509985	2	0.1%
Other values (2377)	2394	99.2%

Value	Count	Frequency (%)
1066.770007	1	< 0.1%
1067.420007	2	0.1%
1067.480017	1	< 0.1%
1068.370007	1	< 0.1%
1068.7	1	< 0.1%
1068.870007	1	< 0.1%
1068.930017	1	< 0.1%
1068.959998	1	< 0.1%
1069.640002	1	< 0.1%
1069.870007	1	< 0.1%

Value	Count	Frequency (%)
1838.65	1	< 0.1%
1838.330005	1	< 0.1%
1834.809998	1	< 0.1%
1833.330005	1	< 0.1%
1833.229993	1	< 0.1%
1831.940002	1	< 0.1%
1823.569995	1	< 0.1%
1822.21001	1	< 0.1%
1819.829993	1	< 0.1%
1817.95	1	< 0.1%

ACF and PACF

EMA
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2414
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1342.5858
Minimum	1066.7509
Maximum	1835.3699
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	1066.7509
5-th percentile	1117.8258
Q1	1223.6766
median	1291.8678
Q3	1398.122
95-th percentile	1719.0275
Maximum	1835.3699
Range	768.61902
Interquartile range (IQR)	174.44543

Descriptive statistics

Standard deviation	178.67792
Coefficient of variation (CV)	0.13308492
Kurtosis	-0.0091080904
Mean	1342.5858
Median Absolute Deviation (MAD)	78.32038
Skewness	0.98311115
Sum	3241002.1
Variance	31925.798
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.3173831796

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
1111.457679	1	< 0.1%
1106.538106	1	< 0.1%
1102.367537	1	< 0.1%
1098.846166	1	< 0.1%
1099.837781	1	< 0.1%
1103.030916	1	< 0.1%
1104.552572	1	< 0.1%
1096.888473	1	< 0.1%
1088.763287	1	< 0.1%
1084.569953	1	< 0.1%
Other values (2404)	2404	99.6%

Value	Count	Frequency (%)
1066.750856	1	< 0.1%
1067.674193	1	< 0.1%
1067.87328	1	< 0.1%
1068.001803	1	< 0.1%
1068.598713	1	< 0.1%
1069.780761	1	< 0.1%
1069.977973	1	< 0.1%
1070.260708	1	< 0.1%
1070.442861	1	< 0.1%
1070.452062	1	< 0.1%

Value	Count	Frequency (%)
1835.369873	1	< 0.1%
1830.738991	1	< 0.1%
1830.696506	1	< 0.1%
1830.02282	1	< 0.1%
1828.836853	1	< 0.1%
1827.924415	1	< 0.1%
1825.429058	1	< 0.1%
1819.684698	1	< 0.1%
1818.596501	1	< 0.1%
1818.305657	1	< 0.1%

ACF and PACF

KAMA
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2414
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1343.4416
Minimum	1071.6528
Maximum	1818.3011
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	1071.6528
5-th percentile	1112.164
Q1	1221.5546
median	1292.8273
Q3	1403.2419
95-th percentile	1720.6644
Maximum	1818.3011
Range	746.64826
Interquartile range (IQR)	181.68734

Descriptive statistics

Standard deviation	180.43108
Coefficient of variation (CV)	0.13430512
Kurtosis	-0.036809199
Mean	1343.4416
Median Absolute Deviation (MAD)	78.7884
Skewness	0.97440536
Sum	3243067.9
Variance	32555.374
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.316034062

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
1120.654404	1	< 0.1%
1117.136987	1	< 0.1%
1112.374701	1	< 0.1%
1106.750307	1	< 0.1%
1106.639691	1	< 0.1%
1107.02112	1	< 0.1%
1107.043032	1	< 0.1%
1104.109372	1	< 0.1%
1100.984434	1	< 0.1%
1099.567037	1	< 0.1%
Other values (2404)	2404	99.6%

Value	Count	Frequency (%)
1071.652817	1	< 0.1%
1071.76036	1	< 0.1%
1071.802567	1	< 0.1%
1071.805012	1	< 0.1%
1071.824138	1	< 0.1%
1071.901629	1	< 0.1%
1071.914146	1	< 0.1%
1071.937432	1	< 0.1%
1071.947414	1	< 0.1%
1071.955572	1	< 0.1%

Value	Count	Frequency (%)
1818.301076	1	< 0.1%
1818.273024	1	< 0.1%
1818.151327	1	< 0.1%
1818.062978	1	< 0.1%
1817.029615	1	< 0.1%
1816.987054	1	< 0.1%
1813.989455	1	< 0.1%
1813.930928	1	< 0.1%
1813.728754	1	< 0.1%
1813.669161	1	< 0.1%

ACF and PACF

WMA
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2414
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1342.8186
Minimum	1063.5255
Maximum	1843.5218
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	1063.5255
5-th percentile	1116.3821
Q1	1224.2514
median	1291.2473
Q3	1402.7182
95-th percentile	1718.746
Maximum	1843.5218
Range	779.99636
Interquartile range (IQR)	178.4668

Descriptive statistics

Standard deviation	179.21115
Coefficient of variation (CV)	0.13345894
Kurtosis	0.014748411
Mean	1342.8186
Median Absolute Deviation (MAD)	78.943627
Skewness	0.98272134
Sum	3241564.1
Variance	32116.636
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.2974570156

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
1108.918164	1	< 0.1%
1102.899989	1	< 0.1%
1097.545441	1	< 0.1%
1093.041808	1	< 0.1%
1093.494547	1	< 0.1%
1096.798189	1	< 0.1%
1099.416375	1	< 0.1%
1093.141835	1	< 0.1%
1085.745461	1	< 0.1%
1081.476361	1	< 0.1%
Other values (2404)	2404	99.6%

Value	Count	Frequency (%)
1063.525453	1	< 0.1%
1064.576374	1	< 0.1%
1066.749088	1	< 0.1%
1067.254568	1	< 0.1%
1067.461816	1	< 0.1%
1068.381818	1	< 0.1%
1068.53819	1	< 0.1%
1068.549106	1	< 0.1%
1069.012733	1	< 0.1%
1069.572729	1	< 0.1%

Value	Count	Frequency (%)
1843.521815	1	< 0.1%
1839.280003	1	< 0.1%
1837.823648	1	< 0.1%
1837.552719	1	< 0.1%
1835.069103	1	< 0.1%
1830.805449	1	< 0.1%
1830.123622	1	< 0.1%
1824.19092	1	< 0.1%
1823.372732	1	< 0.1%
1821.701807	1	< 0.1%

ACF and PACF

MidPrice
Numeric time series

High correlation Non stationary Seasonal

Distinct	1404
Distinct (%)	58.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1342.1063
Minimum	1064.55
Maximum	1852.2
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	1064.55
5-th percentile	1119.3975
Q1	1223.15
median	1292.05
Q3	1400.9
95-th percentile	1715.7075
Maximum	1852.2
Range	787.65002
Interquartile range (IQR)	177.75

Descriptive statistics

Standard deviation	178.09175
Coefficient of variation (CV)	0.13269571
Kurtosis	0.017888901
Mean	1342.1063
Median Absolute Deviation (MAD)	79.499939
Skewness	0.98121154
Sum	3239844.7
Variance	31716.673
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.2786538174

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
1308.200012	10	0.4%
1239.950012	10	0.4%
1067.5	9	0.4%
1322.799988	8	0.3%
1326	8	0.3%
1659.75	8	0.3%
1225.299988	8	0.3%
1252.299988	7	0.3%
1408.400024	7	0.3%
1342.200012	7	0.3%
Other values (1394)	2332	96.6%

Value	Count	Frequency (%)
1064.549988	1	< 0.1%
1066.200012	2	0.1%
1066.25	1	< 0.1%
1067	1	< 0.1%
1067.5	9	0.4%
1068.25	2	0.1%
1068.5	1	< 0.1%
1069.650024	1	< 0.1%
1071.75	2	0.1%
1074.650024	4	0.2%

Value	Count	Frequency (%)
1852.200012	1	< 0.1%
1847.349976	2	0.1%
1843.700012	1	< 0.1%
1840.049988	3	0.1%
1824.900024	2	0.1%
1816.550049	2	0.1%
1809.450012	3	0.1%
1808.300049	7	0.3%
1807.549988	1	< 0.1%
1806.100037	1	< 0.1%

ACF and PACF

BOP
Real number (ℝ)

Zeros

Distinct	1978
Distinct (%)	81.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0027952341

Minimum	-2.7037707
Maximum	2.7627087
Zeros	258
Zeros (%)	10.7%
Negative	1081
Negative (%)	44.8%
Memory size	37.7 KiB

Quantile statistics

Minimum	-2.7037707
5-th percentile	-0.95030478
Q1	-0.52546209
median	0
Q3	0.51035496
95-th percentile	0.93798914
Maximum	2.7627087
Range	5.4664794
Interquartile range (IQR)	1.035817

Descriptive statistics

Standard deviation	0.60135041
Coefficient of variation (CV)	-215.13418
Kurtosis	-0.63662888
Mean	-0.0027952341
Median Absolute Deviation (MAD)	0.52106125
Skewness	0.041088235
Sum	-6.7476952
Variance	0.36162232
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	258	10.7%
-1	79	3.3%
1	74	3.1%
-0.5	4	0.2%
-0.6666666667	3	0.1%
0.2499978807	2	0.1%
0.5238095238	2	0.1%
0.5	2	0.1%
-0.2068863914	2	0.1%
0.7894748114	2	0.1%
Other values (1968)	1986	82.3%

Value	Count	Frequency (%)
-2.703770685	1	< 0.1%
-1.740754137	1	< 0.1%
-1.239478851	1	< 0.1%
-1.143006627	1	< 0.1%
-1.052082804	1	< 0.1%
-1	79	3.3%
-0.9974201667	1	< 0.1%
-0.995328249	1	< 0.1%
-0.9945959143	1	< 0.1%
-0.9939039368	1	< 0.1%

Value	Count	Frequency (%)
2.762708708	1	< 0.1%
2.750012716	1	< 0.1%
1.632767349	1	< 0.1%
1.263138452	1	< 0.1%
1.058397933	1	< 0.1%
1.043013717	1	< 0.1%
1	74	3.1%
0.9965165242	1	< 0.1%
0.9961794894	1	< 0.1%
0.9961547852	1	< 0.1%

CMO
Numeric time series

High correlation

Distinct	2411
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.6561724
Minimum	-73.147026
Maximum	80.217411
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	-73.147026
5-th percentile	-48.085418
Q1	-17.891338
median	2.1265403
Q3	23.819656
95-th percentile	52.719569
Maximum	80.217411
Range	153.36444
Interquartile range (IQR)	41.710995

Descriptive statistics

Standard deviation	29.984682
Coefficient of variation (CV)	11.288681
Kurtosis	-0.51057636
Mean	2.6561724
Median Absolute Deviation (MAD)	20.794414
Skewness	-0.001597441
Sum	6412.0002
Variance	899.08115
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	7.150616837 × 10^-18

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
-21.50095553	2	0.1%
32.56561351	2	0.1%
-32.94767496	2	0.1%
33.0374231	1	< 0.1%
35.72301983	1	< 0.1%
44.26104995	1	< 0.1%
45.14423733	1	< 0.1%
45.30479323	1	< 0.1%
53.14863576	1	< 0.1%
45.0692583	1	< 0.1%
Other values (2401)	2401	99.5%

Value	Count	Frequency (%)
-73.14702569	1	< 0.1%
-70.79530689	1	< 0.1%
-69.81896152	1	< 0.1%
-68.80640999	1	< 0.1%
-68.74365026	1	< 0.1%
-67.08017248	1	< 0.1%
-66.99285958	1	< 0.1%
-66.49309599	1	< 0.1%
-66.28253171	1	< 0.1%
-66.14102153	1	< 0.1%

Value	Count	Frequency (%)
80.21741144	1	< 0.1%
78.55154684	1	< 0.1%
77.7912872	1	< 0.1%
76.20272699	1	< 0.1%
76.15075746	1	< 0.1%
76.04677322	1	< 0.1%
73.38323427	1	< 0.1%
72.44739409	1	< 0.1%
72.22694091	1	< 0.1%
71.12379693	1	< 0.1%

ACF and PACF

MFI
Numeric time series

Distinct	2413
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	47.112178
Minimum	-1.0555854 × 10^-13
Maximum	100
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	-1.0555854 × 10^-13
5-th percentile	1.5377801
Q1	23.880937
median	44.834764
Q3	70.346482
95-th percentile	98.726091
Maximum	100
Range	100
Interquartile range (IQR)	46.465545

Descriptive statistics

Standard deviation	29.716647
Coefficient of variation (CV)	0.63076359
Kurtosis	-1.0292688
Mean	47.112178
Median Absolute Deviation (MAD)	22.87805
Skewness	0.14735742
Sum	113728.8
Variance	883.07909
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	1.159957218 × 10^-13

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
31.63582704	2	0.1%
74.17095247	1	< 0.1%
74.22647174	1	< 0.1%
74.26053706	1	< 0.1%
74.30754601	1	< 0.1%
74.36645233	1	< 0.1%
74.383425	1	< 0.1%
10.130929	1	< 0.1%
74.12735568	1	< 0.1%
78.60919927	1	< 0.1%
Other values (2403)	2403	99.5%

Value	Count	Frequency (%)
-1.055585375 × 10^-13	1	< 0.1%
-8.486371619 × 10^-14	1	< 0.1%
0.01978739156	1	< 0.1%
0.02009422441	1	< 0.1%
0.02197089819	1	< 0.1%
0.02200934187	1	< 0.1%
0.0223948831	1	< 0.1%
0.02248953769	1	< 0.1%
0.02415029851	1	< 0.1%
0.03542902716	1	< 0.1%

Value	Count	Frequency (%)
100	1	< 0.1%
100	1	< 0.1%
100	1	< 0.1%
99.98924864	1	< 0.1%
99.98920962	1	< 0.1%
99.98891351	1	< 0.1%
99.98875766	1	< 0.1%
99.98867452	1	< 0.1%
99.98844335	1	< 0.1%
99.9880335	1	< 0.1%

ACF and PACF

ROC
Numeric time series

High correlation

Distinct	2412
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.17287232
Minimum	-14.962502
Maximum	12.136097
Zeros	2
Zeros (%)	0.1%
Memory size	37.7 KiB

Quantile statistics

Minimum	-14.962502
5-th percentile	-4.8680363
Q1	-1.638316
median	0.24813965
Q3	2.1162971
95-th percentile	5.0245879
Maximum	12.136097
Range	27.098599
Interquartile range (IQR)	3.7546131

Descriptive statistics

Standard deviation	3.0800314
Coefficient of variation (CV)	17.816799
Kurtosis	1.2705877
Mean	0.17287232
Median Absolute Deviation (MAD)	1.8738081
Skewness	-0.28929486
Sum	417.31379
Variance	9.4865937
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	4.056855271 × 10^-16

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
0	2	0.1%
0.02279659924	2	0.1%
3.816914685	1	< 0.1%
4.368498475	1	< 0.1%
5.816441979	1	< 0.1%
5.828113592	1	< 0.1%
6.097864752	1	< 0.1%
7.133404139	1	< 0.1%
4.22546774	1	< 0.1%
2.514445748	1	< 0.1%
Other values (2402)	2402	99.5%

Value	Count	Frequency (%)
-14.96250153	1	< 0.1%
-12.0644566	1	< 0.1%
-12.01171454	1	< 0.1%
-11.95479206	1	< 0.1%
-11.79164089	1	< 0.1%
-11.78548218	1	< 0.1%
-11.65397813	1	< 0.1%
-11.43201554	1	< 0.1%
-11.36276124	1	< 0.1%
-11.19656923	1	< 0.1%

Value	Count	Frequency (%)
12.13609714	1	< 0.1%
11.85909392	1	< 0.1%
10.99067973	1	< 0.1%
10.43737604	1	< 0.1%
10.29721665	1	< 0.1%
9.823697503	1	< 0.1%
9.448472266	1	< 0.1%
8.557159261	1	< 0.1%
8.431130327	1	< 0.1%
8.404483732	1	< 0.1%

ACF and PACF

WILLR
Numeric time series

High correlation Zeros

Distinct	2323
Distinct (%)	96.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-47.576895
Minimum	-100
Maximum	8.8327657
Zeros	43
Zeros (%)	1.8%
Memory size	37.7 KiB

Quantile statistics

Minimum	-100
5-th percentile	-96.030853
Q1	-77.263954
median	-46.093743
Q3	-16.468541
95-th percentile	-2.3735858
Maximum	8.8327657
Range	108.83277
Interquartile range (IQR)	60.795412

Descriptive statistics

Standard deviation	32.079546
Coefficient of variation (CV)	-0.67426733
Kurtosis	-1.384456
Mean	-47.576895
Median Absolute Deviation (MAD)	30.348939
Skewness	-0.077470098
Sum	-114850.62
Variance	1029.0973
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	5.085269652 × 10^-24

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
-0	43	1.8%
-100	40	1.7%
-100	2	0.1%
-23.08816349	2	0.1%
-85.95509471	2	0.1%
-75.51020408	2	0.1%
-79.05489887	2	0.1%
-14.61557242	2	0.1%
-84.37500701	2	0.1%
-12.18472633	2	0.1%
Other values (2313)	2315	95.9%

Value	Count	Frequency (%)
-100	2	0.1%
-100	40	1.7%
-100	1	< 0.1%
-99.85055972	1	< 0.1%
-99.83900866	1	< 0.1%
-99.83556627	1	< 0.1%
-99.59121427	1	< 0.1%
-99.57291667	1	< 0.1%
-99.5641295	1	< 0.1%
-99.54209655	1	< 0.1%

Value	Count	Frequency (%)
8.832765662	1	< 0.1%
1.810916093	1	< 0.1%
-0	43	1.8%
-0.1129667638	1	< 0.1%
-0.1666259766	1	< 0.1%
-0.1750886667	1	< 0.1%
-0.1798122839	1	< 0.1%
-0.2269783097	1	< 0.1%
-0.2308902383	1	< 0.1%
-0.3141872546	1	< 0.1%

ACF and PACF

AD
Numeric time series

High correlation Non stationary Seasonal

Distinct	2260
Distinct (%)	93.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-454871.08
Minimum	-1234611.5
Maximum	602582.62
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	-1234611.5
5-th percentile	-1060784.8
Q1	-809219.4
median	-410790.9
Q3	-43031.22
95-th percentile	130210.51
Maximum	602582.62
Range	1837194.1
Interquartile range (IQR)	766188.18

Descriptive statistics

Standard deviation	419344.7
Coefficient of variation (CV)	-0.92189791
Kurtosis	-0.83724174
Mean	-454871.08
Median Absolute Deviation (MAD)	386357.72
Skewness	0.041493022
Sum	-1.0980588 × 10⁹
Variance	1.7584998 × 10¹¹
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.4851182654

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
-283378.1018	8	0.3%
-435654.285	6	0.2%
-406646.4175	5	0.2%
-413454.4718	4	0.2%
-502.3646478	4	0.2%
-3775.075883	4	0.2%
-669727.77	4	0.2%
-234456.1448	3	0.1%
-484.2885399	3	0.1%
47227.26656	3	0.1%
Other values (2250)	2370	98.2%

Value	Count	Frequency (%)
-1234611.529	1	< 0.1%
-1231919.176	1	< 0.1%
-1230671.813	1	< 0.1%
-1230380.154	1	< 0.1%
-1230376.42	1	< 0.1%
-1230128.872	1	< 0.1%
-1230115.997	1	< 0.1%
-1229927.086	1	< 0.1%
-1229614.842	1	< 0.1%
-1229505.432	1	< 0.1%

Value	Count	Frequency (%)
602582.6186	1	< 0.1%
602414.2226	1	< 0.1%
602361.1719	1	< 0.1%
602341.1744	1	< 0.1%
602314.6412	1	< 0.1%
602214.5471	1	< 0.1%
601905.2581	1	< 0.1%
601888.0712	1	< 0.1%
601859.5981	1	< 0.1%
601784.5981	1	< 0.1%

ACF and PACF

OBV
Numeric time series

High correlation Non stationary Seasonal

Distinct	2320
Distinct (%)	96.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-896381.37
Minimum	-2560065
Maximum	249125
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	-2560065
5-th percentile	-2282002
Q1	-1567058
median	-600266
Q3	-178873.5
95-th percentile	213847.3
Maximum	249125
Range	2809190
Interquartile range (IQR)	1388184.5

Descriptive statistics

Standard deviation	814228.16
Coefficient of variation (CV)	-0.90835016
Kurtosis	-1.1924744
Mean	-896381.37
Median Absolute Deviation (MAD)	604454
Skewness	-0.37603725
Sum	-2.1638646 × 10⁹
Variance	6.629675 × 10¹¹
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.761306372

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
-2537169	6	0.2%
-2282232	4	0.2%
-1988855	3	0.1%
-2221882	3	0.1%
-2558748	3	0.1%
-2558743	3	0.1%
-229275	3	0.1%
-1878853	3	0.1%
-444260	2	0.1%
-1087158	2	0.1%
Other values (2310)	2382	98.7%

Value	Count	Frequency (%)
-2560065	1	< 0.1%
-2560056	1	< 0.1%
-2559952	1	< 0.1%
-2559849	1	< 0.1%
-2559815	1	< 0.1%
-2559728	1	< 0.1%
-2559548	1	< 0.1%
-2559353	1	< 0.1%
-2559277	1	< 0.1%
-2558978	1	< 0.1%

Value	Count	Frequency (%)
249125	1	< 0.1%
249091	1	< 0.1%
249048	1	< 0.1%
249045	1	< 0.1%
249019	2	0.1%
249001	1	< 0.1%
248982	1	< 0.1%
248964	1	< 0.1%
248955	1	< 0.1%
248909	1	< 0.1%

ACF and PACF

NATR
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2414
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.1825993
Minimum	0.50183061
Maximum	3.3283981
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	0.50183061
5-th percentile	0.66087271
Q1	0.87835597
median	1.1236305
Q3	1.3810726
95-th percentile	1.9323593
Maximum	3.3283981
Range	2.8265675
Interquartile range (IQR)	0.50271662

Descriptive statistics

Standard deviation	0.41652526
Coefficient of variation (CV)	0.35221164
Kurtosis	2.4796704
Mean	1.1825993
Median Absolute Deviation (MAD)	0.25054787
Skewness	1.2750724
Sum	2854.7948
Variance	0.17349329
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.0006930821523

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
1.461417509	1	< 0.1%
1.46284803	1	< 0.1%
1.507676938	1	< 0.1%
1.50826724	1	< 0.1%
1.570800727	1	< 0.1%
1.558481648	1	< 0.1%
1.55973296	1	< 0.1%
1.86742524	1	< 0.1%
1.909019894	1	< 0.1%
1.892299289	1	< 0.1%
Other values (2404)	2404	99.6%

Value	Count	Frequency (%)
0.5018306113	1	< 0.1%
0.5154722927	1	< 0.1%
0.5174619423	1	< 0.1%
0.5228835798	1	< 0.1%
0.5403797472	1	< 0.1%
0.5435462956	1	< 0.1%
0.5435690736	1	< 0.1%
0.5541379804	1	< 0.1%
0.5558183037	1	< 0.1%
0.5573688265	1	< 0.1%

Value	Count	Frequency (%)
3.328398137	1	< 0.1%
3.297336294	1	< 0.1%
3.142683734	1	< 0.1%
3.129439244	1	< 0.1%
3.123114087	1	< 0.1%
3.049894696	1	< 0.1%
3.0235074	1	< 0.1%
3.01898457	1	< 0.1%
2.921445457	1	< 0.1%
2.886098606	1	< 0.1%

ACF and PACF

ATR
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2414
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	16.068912
Minimum	6.4264427
Maximum	54.425832
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	6.4264427
5-th percentile	8.3692095
Q1	11.332597
median	14.844702
Q3	18.432841
95-th percentile	29.42798
Maximum	54.425832
Range	47.999389
Interquartile range (IQR)	7.1002444

Descriptive statistics

Standard deviation	6.933995
Coefficient of variation (CV)	0.43151616
Kurtosis	5.2819166
Mean	16.068912
Median Absolute Deviation (MAD)	3.5405554
Skewness	1.8977444
Sum	38790.353
Variance	48.080287
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.004098987855

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
16.04490319	1	< 0.1%
15.86312439	1	< 0.1%
16.33718693	1	< 0.1%
16.33453421	1	< 0.1%
17.3463532	1	< 0.1%
17.41447431	1	< 0.1%
17.33487249	1	< 0.1%
19.8395262	1	< 0.1%
20.08670639	1	< 0.1%
20.16623259	1	< 0.1%
Other values (2404)	2404	99.6%

Value	Count	Frequency (%)
6.426442686	1	< 0.1%
6.605401693	1	< 0.1%
6.613509516	1	< 0.1%
6.659445144	1	< 0.1%
6.734507386	1	< 0.1%
6.791007954	1	< 0.1%
6.947662145	1	< 0.1%
6.983775723	1	< 0.1%
6.995984238	1	< 0.1%
7.044162412	1	< 0.1%

Value	Count	Frequency (%)
54.42583206	1	< 0.1%
53.00474034	1	< 0.1%
50.74491272	1	< 0.1%
50.58112802	1	< 0.1%
50.45390808	1	< 0.1%
50.02742418	1	< 0.1%
49.43587233	1	< 0.1%
48.99291465	1	< 0.1%
48.37913677	1	< 0.1%
48.12291244	1	< 0.1%

ACF and PACF

TRANGE
Real number (ℝ)

High correlation

Distinct	648
Distinct (%)	26.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.074689

Minimum	0.099975586
Maximum	163
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	0.099975586
5-th percentile	3.7000305
Q1	8.3000488
median	13.099976
Q3	20.274963
95-th percentile	38.134967
Maximum	163
Range	162.90002
Interquartile range (IQR)	11.974915

Descriptive statistics

Standard deviation	12.475543
Coefficient of variation (CV)	0.77609853
Kurtosis	18.033985
Mean	16.074689
Median Absolute Deviation (MAD)	5.5
Skewness	3.0338817
Sum	38804.3
Variance	155.63917
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.5	18	0.7%
8	17	0.7%
9	17	0.7%
11.30004883	16	0.7%
14.40002441	16	0.7%
10	16	0.7%
5	15	0.6%
14	15	0.6%
7.099975586	15	0.6%
11.5	15	0.6%
Other values (638)	2254	93.4%

Value	Count	Frequency (%)
0.09997558594	3	0.1%
0.1999511719	3	0.1%
0.3000488281	2	0.1%
0.3999023438	2	0.1%
0.5999755859	5	0.2%
0.6999511719	2	0.1%
0.8000488281	2	0.1%
0.8999023438	1	< 0.1%
0.9000244141	1	< 0.1%
1	3	0.1%

Value	Count	Frequency (%)
163	1	< 0.1%
121.4000244	1	< 0.1%
105.2000732	1	< 0.1%
102.8999023	1	< 0.1%
101.9000244	1	< 0.1%
99.40002441	1	< 0.1%
98.19995117	1	< 0.1%
94.09997559	1	< 0.1%
84.70007324	1	< 0.1%
84.5	1	< 0.1%

TSF
Numeric time series

High correlation Non stationary Unique

Distinct	2414
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1343.4593
Minimum	1056.7846
Maximum	1888.4583
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	1056.7846
5-th percentile	1119.8159
Q1	1220.9319
median	1291.7055
Q3	1409.7717
95-th percentile	1720.4129
Maximum	1888.4583
Range	831.67364
Interquartile range (IQR)	188.83979

Descriptive statistics

Standard deviation	181.1643
Coefficient of variation (CV)	0.13484912
Kurtosis	0.08621886
Mean	1343.4593
Median Absolute Deviation (MAD)	82.684079
Skewness	0.97962418
Sum	3243110.7
Variance	32820.503
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.4063867134

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 12 minutes
std	8 hours, 19 minutes and 25.61 seconds

Value	Count	Frequency (%)
1094.545033	1	< 0.1%
1085.425272	1	< 0.1%
1077.28241	1	< 0.1%
1071.496695	1	< 0.1%
1075.814288	1	< 0.1%
1081.571445	1	< 0.1%
1087.312118	1	< 0.1%
1080.967068	1	< 0.1%
1072.153864	1	< 0.1%
1071.453843	1	< 0.1%
Other values (2404)	2404	99.6%

Value	Count	Frequency (%)
1056.784609	1	< 0.1%
1057.547257	1	< 0.1%
1057.926381	1	< 0.1%
1057.938458	1	< 0.1%
1058.305496	1	< 0.1%
1058.949437	1	< 0.1%
1060.77256	1	< 0.1%
1061.138459	1	< 0.1%
1061.182409	1	< 0.1%
1061.443986	1	< 0.1%

Value	Count	Frequency (%)
1888.458252	1	< 0.1%
1875.197794	1	< 0.1%
1864.256038	1	< 0.1%
1863.53079	1	< 0.1%
1855.987911	1	< 0.1%
1852.848367	1	< 0.1%
1850.526373	1	< 0.1%
1848.895608	1	< 0.1%
1839.485708	1	< 0.1%
1838.529656	1	< 0.1%

ACF and PACF

	AD	ATR	BOP	CMO	EMA	KAMA	MA	MFI	MidPrice	NATR	OBV	ROC	TRANGE	TSF	WILLR	WMA	close
AD	1.000	0.309	0.052	0.164	0.577	0.578	0.574	0.161	0.571	0.109	0.536	0.097	0.178	0.576	0.144	0.577	0.581
ATR	0.309	1.000	0.020	0.007	0.444	0.447	0.445	0.095	0.442	0.925	0.569	0.004	0.576	0.436	0.009	0.443	0.437
BOP	0.052	0.020	1.000	0.328	0.026	0.024	0.019	0.065	0.021	-0.004	0.047	0.257	0.025	0.038	0.387	0.027	0.081
CMO	0.164	0.007	0.328	1.000	0.093	0.081	0.077	0.376	0.074	-0.063	0.060	0.867	0.041	0.194	0.912	0.116	0.206
EMA	0.577	0.444	0.026	0.093	1.000	0.998	0.999	0.092	0.998	0.115	0.338	0.046	0.251	0.988	0.050	0.999	0.989
KAMA	0.578	0.447	0.024	0.081	0.998	1.000	0.997	0.086	0.996	0.119	0.346	0.036	0.251	0.986	0.037	0.997	0.986
MA	0.574	0.445	0.019	0.077	0.999	0.997	1.000	0.091	0.999	0.117	0.337	0.028	0.251	0.986	0.030	0.998	0.985
MFI	0.161	0.095	0.065	0.376	0.092	0.086	0.091	1.000	0.087	0.053	0.150	0.301	0.058	0.146	0.323	0.106	0.133
MidPrice	0.571	0.442	0.021	0.074	0.998	0.996	0.999	0.087	1.000	0.115	0.332	0.020	0.249	0.983	0.023	0.997	0.984
NATR	0.109	0.925	-0.004	-0.063	0.115	0.119	0.117	0.053	0.115	1.000	0.482	-0.045	0.545	0.107	-0.052	0.114	0.105
OBV	0.536	0.569	0.047	0.060	0.338	0.346	0.337	0.150	0.332	0.482	1.000	0.033	0.294	0.333	0.076	0.337	0.337
ROC	0.097	0.004	0.257	0.867	0.046	0.036	0.028	0.301	0.020	-0.045	0.033	1.000	0.038	0.157	0.870	0.071	0.153
TRANGE	0.178	0.576	0.025	0.041	0.251	0.251	0.251	0.058	0.249	0.545	0.294	0.038	1.000	0.251	0.023	0.251	0.250
TSF	0.576	0.436	0.038	0.194	0.988	0.986	0.986	0.146	0.983	0.107	0.333	0.157	0.251	1.000	0.144	0.993	0.992
WILLR	0.144	0.009	0.387	0.912	0.050	0.037	0.030	0.323	0.023	-0.052	0.076	0.870	0.023	0.144	1.000	0.070	0.165
WMA	0.577	0.443	0.027	0.116	0.999	0.997	0.998	0.106	0.997	0.114	0.337	0.071	0.251	0.993	0.070	1.000	0.991
close	0.581	0.437	0.081	0.206	0.989	0.986	0.985	0.133	0.984	0.105	0.337	0.153	0.250	0.992	0.165	0.991	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Date	close	repaired?	MA	EMA	KAMA	WMA	MidPrice	BOP	CMO	MFI	ROC	WILLR	AD	OBV	NATR	ATR	TRANGE	TSF
2010-01-26	2010-01-26	1097.900024	False	1117.499988	1111.457679	1120.654404	1108.918164	1120.099976	0.000000	-14.699783	64.341830	-4.588505	-80.946248	502.508257	662.0	1.461418	16.044903	2.700073	1094.545033
2010-01-27	2010-01-27	1084.400024	False	1113.049988	1106.538106	1117.136987	1102.899989	1114.450012	0.000000	-25.747534	0.175818	-3.941890	-98.209686	502.508257	-206032.0	1.462848	15.863124	13.500000	1085.425272
2010-01-28	2010-01-28	1083.599976	False	1107.769983	1102.367537	1112.374701	1097.545441	1109.549988	-0.186670	-26.375428	0.118218	-4.646256	-88.181790	-7141.076639	-307200.0	1.507677	16.337187	22.500000	1077.282410
2010-01-29	2010-01-29	1083.000000	False	1101.809985	1098.846166	1106.750307	1093.041808	1106.449951	-0.122699	-26.890566	0.096377	-5.216172	-88.863581	-6649.136970	-318656.0	1.508267	16.334534	16.300049	1071.496695
2010-02-01	2010-02-01	1104.300049	False	1099.229993	1099.837781	1106.639691	1093.494547	1106.449951	0.763936	0.555807	0.806533	-2.282977	-62.976074	-4679.497626	-316204.0	1.570801	17.346353	30.500000	1075.814288
2010-02-02	2010-02-02	1117.400024	False	1097.000000	1103.030916	1107.021120	1096.798189	1103.099976	0.000000	13.361779	1.845782	-1.956649	-39.202161	-1753.334679	-312878.0	1.558482	17.414474	18.300049	1081.571445
2010-02-03	2010-02-03	1111.400024	False	1096.909998	1104.552572	1107.043032	1099.416375	1099.049988	-0.269939	6.389570	2.109863	-0.080916	-47.455248	-2313.275232	-313731.0	1.559733	17.334872	16.300049	1087.312118
2010-02-04	2010-02-04	1062.400024	False	1092.880005	1096.888473	1104.109372	1093.141835	1091.950012	-0.920697	-31.718060	2.075298	-3.654659	-95.786832	-3551.714714	-315157.0	1.867425	19.839526	52.400024	1080.967068
2010-02-05	2010-02-05	1052.199951	False	1089.180005	1088.763287	1100.984434	1085.745461	1085.049988	0.000000	-36.942218	2.063641	-3.396989	-92.592593	-4332.438207	-317113.0	1.909020	20.086706	23.300049	1072.153864
2010-02-08	2010-02-08	1065.699951	False	1086.230005	1084.569953	1099.567037	1081.476361	1085.049988	0.000000	-23.092814	2.217049	-2.693572	-76.651494	-4499.933583	-316564.0	1.892299	20.166233	21.200073	1071.453843

	Date	close	repaired?	MA	EMA	KAMA	WMA	MidPrice	BOP	CMO	MFI	ROC	WILLR	AD	OBV	NATR	ATR	TRANGE	TSF
2019-08-19	2019-08-19	1500.400024	False	1502.990002	1496.524076	1501.080501	1507.105455	1494.549988	-0.462582	29.157164	43.895422	2.444357	-23.754789	-210128.204740	-1737961.0	1.338400	20.081348	19.599976	1536.559345
2019-08-20	2019-08-20	1504.599976	False	1506.209998	1497.992422	1501.322022	1507.398178	1502.299988	0.825581	32.565614	59.318731	2.186902	-20.536436	-209811.740105	-1737475.0	1.280158	19.261250	8.599976	1531.898895
2019-08-21	2019-08-21	1504.599976	False	1505.939990	1499.193795	1501.348692	1507.105447	1507.549988	-0.048395	32.565614	76.637869	-0.179133	-27.043446	-209506.904508	-1737475.0	1.218151	18.328300	6.199951	1523.736256
2019-08-22	2019-08-22	1497.300049	False	1505.900000	1498.849478	1501.329715	1505.534548	1507.549988	0.628592	20.160212	64.207443	-0.026701	-37.472501	-208820.904508	-1738161.0	1.188176	17.790559	10.799927	1515.071433
2019-08-23	2019-08-23	1526.599976	False	1508.900000	1503.895023	1503.131655	1509.298180	1507.549988	0.970674	43.669103	64.270827	2.004544	-6.512950	-207895.558508	-1737178.0	1.241682	18.955517	34.099976	1516.414278
2019-08-26	2019-08-26	1526.300049	False	1511.000000	1507.968664	1504.263387	1512.461825	1513.500000	-0.889469	43.189557	63.750455	1.395071	-24.251036	-208159.242719	-1737512.0	1.242134	18.958695	19.000000	1516.998912
2019-08-27	2019-08-27	1541.000000	False	1514.880005	1513.974361	1507.963599	1517.916371	1518.100037	0.772060	51.927714	60.301756	2.582882	-3.859136	-208020.095112	-1737346.0	1.215644	18.733068	15.799927	1526.142876
2019-08-28	2019-08-28	1537.800049	False	1517.070007	1518.306305	1509.481219	1522.083651	1518.100037	-1.000000	46.478298	70.782369	1.444688	-9.228173	-210776.095112	-1740102.0	1.146024	17.623560	3.199951	1531.573651
2019-08-29	2019-08-29	1526.500000	False	1517.760010	1519.796067	1509.690678	1523.798196	1521.100037	-0.370369	28.406756	65.455213	0.454068	-34.756120	-211152.983650	-1740806.0	1.211017	18.486168	29.700073	1532.260458
2019-08-30	2019-08-30	1519.099976	False	1518.420007	1519.669505	1509.802003	1524.041826	1521.100037	-0.401458	17.829203	62.727407	0.436362	-46.036628	-211332.282453	-1741082.0	1.194411	18.144304	13.700073	1531.376940

Overview

Interactions

Correlations

Missing values

Sample

Overview

Variables

Interactions

Correlations

Missing values

Sample